PARIS—France’s Socialist government won’t renew Henri Proglio’s contract as chief executive of Electricité de France SA, sidelining a powerful businessman who has been close to the country’s center-right political camp.

The government said it would propose that Mr. Proglio be succeeded by Jean-Bernard Lévy, the CEO and chairman of defense-electronics company Thales SA.